How to Use the N-Gram Frequency Engine MCP in VS Code Copilot

Get team-wide linguistic insights in VS Code Copilot. The N-Gram Frequency Engine delivers deterministic counts for your repo.

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Connect N-Gram Frequency Engine MCP to VS Code Copilot

Create your Vinkius account to connect N-Gram Frequency Engine to VS Code Copilot and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup N-Gram Frequency Engine with VS Code Copilot

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Standardized repo analysis

Commit your `extract_ngram_frequencies` configuration to the repo so your whole team uses the same linguistic engine. VS Code Copilot ensures every developer has access to the same phrase frequency data. This keeps your team aligned on project terminology. You can run the tool to generate reports on comment standards across the entire codebase.

Engineering-grade data precision

The `extract_ngram_frequencies` tool provides deterministic counts that you can trust for compliance and audit tasks. VS Code Copilot can use this data to verify that your documentation follows team standards. It is built for developers who need to verify their output. You get raw frequency maps that you can pipe into your build pipelines or documentation generators.

Efficient context injection

Use the N-Gram Frequency Engine to identify the most used phrases in your repository. VS Code Copilot uses this data to provide better context during your coding sessions. It makes your agentic workflows more accurate by feeding it real, counted data. You spend less time correcting the AI and more time on actual development.

Setup guide

Set up N-Gram Frequency Engine MCP in VS Code Copilot

Prerequisites

VS Code 1.99 or later with GitHub Copilot extension
Active Vinkius subscription with a valid endpoint token

1

Open MCP configuration

Open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and run "MCP: Add Server". Select HTTP (Streamable) as the server type. VS Code will create .vscode/mcp.json in your workspace.
2

Add the N-Gram Frequency Engine MCP

Paste the JSON snippet shown on the right into your .vscode/mcp.json. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Switch to Agent mode

Open Copilot Chat (Cmd+Shift+I / Ctrl+Shift+I) and switch to Agent mode using the dropdown. MCP tools are only available in Agent mode — they do not appear in Edit or Ask modes.
4

Verify the connection

In the Copilot Chat input, type # to list available tools. You should see the N-Gram Frequency Engine tools listed. Try asking: "List my recent N-Gram Frequency Engine transactions" and Copilot will invoke them automatically.

.vscode/mcp.json

{
  "mcpServers": {
    "n-gram-frequency-engine-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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Common questions about N-Gram Frequency Engine MCP in VS Code Copilot

Yes. Simply commit the .vscode/mcp.json file to your repository. Every developer will then have access to the same tool configurations.

No. The engine is optimized for speed and only runs when the AI requests a count. It has a minimal footprint on your editor performance.

It provides a source of truth for phrase frequency. Your team can stop arguing about terminology and look at the actual counts generated by the engine.

The server is designed for local execution, which fits well within secure development environments. It does not require persistent external connections.

The tool operates entirely within your local VS Code instance. Your proprietary code and documentation remain on your machine and are never transmitted to any external server.

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